{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "sorted-beach",
   "metadata": {},
   "source": [
    "### Icicle of a rectangular DataFrame with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "local-homework",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.icicle(df, path=[px.Constant(\"all\"), 'day', 'time', 'sex'], values='total_bill')\n",
    "fig.update_traces(root_color=\"lightgrey\")\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alleged-currency",
   "metadata": {},
   "source": [
    "### Icicle of a rectangular DataFrame with continuous color argument in px.icicle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "foreign-mapping",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import numpy as np\n",
    "df = px.data.gapminder().query(\"year == 2007\")\n",
    "fig = px.icicle(df, path=[px.Constant(\"world\"), 'continent', 'country'], values='pop',\n",
    "                  color='lifeExp', hover_data=['iso_alpha'],\n",
    "                  color_continuous_scale='RdBu',\n",
    "                  color_continuous_midpoint=np.average(df['lifeExp'], weights=df['pop']))\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "competent-system",
   "metadata": {},
   "source": [
    "### Using an explicit mapping for discrete colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "passing-affect",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.icicle(df, path=[px.Constant(\"all\"), 'sex', 'day', 'time'],\n",
    "                values='total_bill', color='time',\n",
    "                color_discrete_map={'(?)':'lightgrey', 'Lunch':'gold', 'Dinner':'darkblue'})\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "greek-digit",
   "metadata": {},
   "source": [
    "### Rectangular data with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ordered-richardson",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  vendors  sectors regions  sales  all\n",
      "0       A     Tech   North      1  all\n",
      "1       B     Tech   North      3  all\n",
      "2       C  Finance   North      2  all\n",
      "3       D  Finance   North      4  all\n",
      "4    None    Other   North      1  all\n",
      "5       E     Tech   South      2  all\n",
      "6       F     Tech   South      2  all\n",
      "7       G  Finance   South      1  all\n",
      "8       H  Finance   South      4  all\n",
      "9    None    Other   South      1  all\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import pandas as pd\n",
    "vendors = [\"A\", \"B\", \"C\", \"D\", None, \"E\", \"F\", \"G\", \"H\", None]\n",
    "sectors = [\"Tech\", \"Tech\", \"Finance\", \"Finance\", \"Other\",\n",
    "           \"Tech\", \"Tech\", \"Finance\", \"Finance\", \"Other\"]\n",
    "regions = [\"North\", \"North\", \"North\", \"North\", \"North\",\n",
    "           \"South\", \"South\", \"South\", \"South\", \"South\"]\n",
    "sales = [1, 3, 2, 4, 1, 2, 2, 1, 4, 1]\n",
    "df = pd.DataFrame(\n",
    "    dict(vendors=vendors, sectors=sectors, regions=regions, sales=sales)\n",
    ")\n",
    "df[\"all\"] = \"all\" # in order to have a single root node\n",
    "print(df)\n",
    "fig = px.icicle(df, path=['all', 'regions', 'sectors', 'vendors'], values='sales')\n",
    "fig.update_traces(root_color='lightgrey')\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aging-tennis",
   "metadata": {},
   "source": [
    "### Icicle with Repeated Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "micro-tribe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig =go.Figure(go.Icicle(\n",
    " ids=[\"Sports\",\n",
    "    \"North America\", \"Europe\", \"Australia\", \"North America - Football\", \"Soccer\",\n",
    "    \"North America - Rugby\", \"Europe - Football\", \"Rugby\",\n",
    "    \"Europe - American Football\",\"Australia - Football\", \"Association\",\n",
    "    \"Australian Rules\", \"Autstralia - American Football\", \"Australia - Rugby\",\n",
    "    \"Rugby League\", \"Rugby Union\"\n",
    "  ],\n",
    "  labels= [\"Sports\",\n",
    "    \"North<br>America\", \"Europe\", \"Australia\", \"Football\", \"Soccer\", \"Rugby\",\n",
    "    \"Football\", \"Rugby\", \"American<br>Football\", \"Football\", \"Association\",\n",
    "    \"Australian<br>Rules\", \"American<br>Football\", \"Rugby\", \"Rugby<br>League\",\n",
    "    \"Rugby<br>Union\"\n",
    "  ],\n",
    "  parents=[\"\",\n",
    "    \"Sports\", \"Sports\", \"Sports\", \"North America\", \"North America\", \"North America\", \"Europe\",\n",
    "    \"Europe\", \"Europe\",\"Australia\", \"Australia - Football\", \"Australia - Football\",\n",
    "    \"Australia - Football\", \"Australia - Football\", \"Australia - Rugby\",\n",
    "    \"Australia - Rugby\"\n",
    "  ],\n",
    "    root_color=\"lightgrey\"\n",
    "))\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "surgical-newark",
   "metadata": {},
   "source": [
    "### Set the Direction of Icicle charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "lined-individual",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/96c0bd/sunburst-coffee-flavors-complete.csv')\n",
    "\n",
    "fig = go.Figure(\n",
    "    go.Icicle(\n",
    "        ids = df.ids,\n",
    "        labels = df.labels,\n",
    "        parents = df.parents,\n",
    "        root_color=\"lightgrey\",\n",
    "        tiling = dict(\n",
    "            orientation='v',\n",
    "            flip='y'\n",
    "        )\n",
    "    )\n",
    ")\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unlimited-yahoo",
   "metadata": {},
   "source": [
    "### Set Color of Icicle Sectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "funky-chaos",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "values = [0, 11, 12, 13, 14, 15, 20, 30]\n",
    "labels = [\"container\", \"A1\", \"A2\", \"A3\", \"A4\", \"A5\", \"B1\", \"B2\"]\n",
    "parents = [\"\", \"container\", \"A1\", \"A2\", \"A3\", \"A4\", \"container\", \"B1\"]\n",
    "\n",
    "fig = go.Figure(go.Icicle(\n",
    "    labels = labels,\n",
    "    values = values,\n",
    "    parents = parents,\n",
    "    marker_colorscale = 'Blues'))\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "flying-wyoming",
   "metadata": {},
   "source": [
    "### Icicle chart with a continuous colorscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "stupid-administration",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0 region   county salesperson  calls  sales\n",
      "0           0  North   Dallam          JE     35     23\n",
      "1           1  North   Dallam          ZQ     49     13\n",
      "2           2  North   Dallam          IJ     20      6\n",
      "3           3  North  Hartley          WE     39     37\n",
      "4           4  North  Hartley          PL     42     37\n"
     ]
    },
    {
     "data": {
      "image/png": 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dIwDhdY6lziNBeDWqPoSXLzaEl2cE4eUZiQgIbycnnOGV2y+ISk0Awovd4QQBCK8TFH0yBoSXLxSEl2cE4eUZQXjR4ZXbJYiSIQDhlaGEGI4AhJcjpNDzEF6+mBBenpFdeMd++2tUMHUibXroUdr9sr4fNGEnhw4vOrz8dxMiZAhAeGUoIYYjAOHlCCn0PISXLyaEl2eEDi/PCB1edHjldgmiZAhAeGUoIYYjAOHlCCn0PISXLyaEl2cE4eUZQXghvHK7BFEyBCC8MpQQwxGA8HKEFHoewssXUwhvSV4WVTW28sGaRkSCRAUUp90v/1dTAnJpD5l/vFyg4lG4aE3xAruQHoTXBcgaTAHh1aDIZooQXr7YQniLc2JU1djCB2saEQ4GqCg7SrvqmjQlIJd2WUE2BeRClY6C8CpdXleSg/C6gln5SSC8ypf4QIIQXr7YQngLsqP03vZaPljTiNxoiMYPyqc3N+3TlIBc2oePLJELVDwKwqt4gV1ID8LrAmQNpoDwalBkdHjliwzh5VlBeHlGIgLC28kJwiu3XxCVmgCEF7vDCQIQXico+mQMdHj5QkF4eUYQXp4RhPcAIwiv3H5BFIQXeyCzBCC8meXrqdEhvHw5ILw8I7vwNjU00PLXX6Z4e5zGTJ1O2zduoOq9u2n0pOlUUTmGH1DRCHR40eFVdGu7nhY6vK4jV3JCCK+SZU2eFISXLzaEl2dkF966mmpa895yGjtlBtVWVxmyO37aTAqFw/xgCkdAeCG8Cm9vV1OD8LqKW9nJILzKlrZ7YhBevtg9Ce8TD95Db738fGKQnLx8+srl11LZ8JH8wApF9CS8sewc2l+9j9avfo+isSyadugRCmXeu1QgvBDe3u0YRKciAOHF3nCCAITXCYo+GQPCyxcqmfDur6mme392PY0aP4lOu2BRYpDtmz6hV599gs648OuG3OnySCa8S199gcqGjaLcwkLatWUTBYJBys7NowkzZuuCpVueEF4Ir7ab3+HEIbwOA9V0OAivRoWH8PLFTia8r7/wNK15bwV9/uLLUoqtGZOVk0Mr3/wvzTnmRDpu4VmGKO/evtWYeNzUg4wxmpuajK+feu6FxjEA8RDy/PBvf0nnfv07nu8Y46I1fh+JCAgvhFdupyCKIwDh5QjheRkCEF4ZSorEQHj5QtqFt6W5if5y9+00dsp0OuyEU1IOIIT3qb/cT1+67OqExIpzreIhpNbsEgsRFuOIeCHCZsdYHJcQD2sHmV9t/0RAeOW4Q3ghvHI7BVEcAQgvRwjPyxCA8MpQUiQGwssXMpXwHnbC/ITIWs/yml3bpa+9xHaBrVIrBPjPv/45LTz/q5RXWJT4sx/OA0N4+X2EDu8BRrgtmdx+QVRqAhBe7A4nCEB4naDokzEgvHyhetPhtR51SCW89gvdRIfX2tUtLRtKpUPK6fUXnunxyAS/cvcihPBOHFJAtY2t7k3qw5mKsiM+XLXzS4bwOs9UtxEhvLpVPDP5Qngzw9WTo0J4+bL05gwvJ7xCdqv37kmIrP3YgnluV6zqM5//UqKDzK+yfyOE8E4uiVHrus4jG3gkJxAZP4coENAeD4RX+y2QNgAIb9oIMQARQXg12gYQXr7YvblLg4zwihlFR9c8C1xUMjDR4TW/VrVnF130vesov7CIX6AHIgzhHRChhsX/54HVeHcJOWd+z7uLc3FlEF4XYSs6FYRX0cK6nBaE12Xg/TkdhJen35v78Jrnd8UtyZLdyUF0cP9w24+poW4/iXv2iv8qJ0zucmGa6PqKYw09XRDHr9rdCAivHG8IbycnCK/cfkFUagIQXuwOJwhAeJ2g6JMxILx8odz8pDVx4dpj991Nn/3yxb7p7gqCduFtam2jhpZWCgSCVJwT4yFrEgHhhfBqstUzniaEN+OItZgAwqtFmTuThPDyxXZTeO23JuNX540Iu/Dub2qhuqZWauvooGHFed5YpAdWAeGF8HpgGyqxBAivEmXs9yQgvP1eAvcWAOHlWbspvPxqvBmBIw1ydYHwQnjldgqiOAIQXo4QnpchAOGVoaRIDISXLySEl2cE4eUZiQgIL4RXbqcgiiMA4eUI4XkZAhBeGUqKxEB4+UJCeHlGEF6eEYT3ACNctCa3XxCVmgCEF7vDCQIQXico+mQMCC9fKAgvzyg3EqLB2UHKzcYFaj3RamhqpZLCHB6o4hEQXsUL7EJ6EF4XIGswBYRXgyKbKUJ4+WJDeHlGosNbnhulwy65nw/WOGL1/d/QOHt0eFF85whAeJ1jqfNIEF6Nqg/h5YsN4eUZCeEty43SxAvv5oM1jtj52GUaZw/hRfGdIwDhdY6lziNBeDWqPoSXLzaEl2cE4eUZiQgIbycnHGmQ2y+ISk0Awovd4QQBCK8TFH0yBoSXLxSEl2dkF95vf24OTRheQnc+9jZ9sHEPP4AmERBeCK8mWz3jaUJ4M45YiwkgvFqUuTNJCC9fbAgvzwgdXp4ROrwHGKHDK7dfEIUOL/ZAZglAeDPL11OjQ3j5ckB4eUYQXp4RhBfCK7dLECVDAB1eGUqI4QhAeDlCCj0P4eWLKYS3JDeLqhpb+GBNI8LBIMWCAXr05Q80JSCX9pdOniYXqHgUOryKF9iF9CC8LkDWYAoIrwZFNlOE8PLFFsIbCYVo474GPljTiOxIkIbkxWjlJ3s1JSCX9pxxgyg7GpYLVjgKwqtwcV1KDcLrEmjFp4HwKl5ga3oQXr7YQngbWuL0zUeW88GaRkwcnE/XnjSeZvzPI5oSkEt70/0XyAUqHgXhVbzALqQH4XUBsgZTQHg1KDI6vPJFhvDyrCC8PCMRAeHt5AThldsviEpNAMKL3eEEAQivExR9MgY6vHyhILw8IwgvzwjCe4ARhFduvyAKwos9kFkCEN7M8vXU6BBevhwQXp6RXXjHlhfSqMEFtHZ7Ne2sbqT6pjZ+EA0i0OFFh1eDbe5KiujwuoJZ+UkgvMqX+ECCEF6+2P0lvB1tLRR/61EKDBpNwTGH8gvtxwi78H72sEoaMSifRg3Op4dfXUuvr97Rj6vzztQQXgivd3ajv1cC4fV3/byyegivVyrhwjogvDzkZMIbX/sGdexaR8E5Z1EgHDUGiVfvoI63H6XAwWdRsGgIP7Atwj6mn4X37CNHUygYpHAoYGT5xoc7ac22ml4zUe0FEF4Ir2p7ur/ygfD2F3m15oXwqlXPHrOB8PLFhvDyjHCGl2ckIiC8EF65nYIojgCElyOE52UIQHhlKCkSA+HlC9lX4RUd3/h/H6BAS+f9ewOjZlNwxmc6u8GfdogpEiPa8h5R+UTq2LMxEUt5Aykw9wvUsfLpLkcaOnaupfjrD3UuOm8gBY/8EgWy8ii+/J/Gl8zx3e4OQ3j5fQThPcAIF63J7RdEpSYA4cXucIIAhNcJij4ZA8LLF6rPwrvxXaLCMuN4gym/odmfpcDgMZ3Cu+pZCh52vvF3qwSbxyTs0ipkt33pYxQ8/IudY659g6hujyG5xnGKFU9R8JBzDAE2xHjlswkh5rNML0II73Unj6ezbnouvYEUf/XzP1mgeIZy6UF45TghCsKLPZBZAhDezPL11OgQXr4cKYV31bPdXtwRzUkIqfVJu7wmPQNsOxfc7TW2Lq5dco0ur+j6jjm0s+P76Z/5DNOPGD8oj3544miKRSLpD6bwCK3t7VScn6NwhnKpQXjlOCEKwos9kFkCEN7M8vXU6BBevhx97fCawko71yQmCUw9uVNIk130JiG8HRuWdl2w5ViD0dVd9yYFp8+n+NLHKTD91D5dPMcT6R4hOrw/OL6Shp54eV9ers1rmt7+rTa59pQohBfbIF0CONKQLkG8XhCA8Gq0DyC8fLH7IryBvAGdtxTLKTSOHDjW4e2ha5sQ7NZGChQOSZzn5TNMPwLCK8cQwtvJCcIrt18QhQ4v9kBmCUB4M8vXU6NDePlypCW8n95Dt6OpjuKv3d954VqKDq/93C13hlesPP7hqxQYOdM4t2v8PcnZYD7D9CPswjthVBmFQ0Fj4PEjh1AwGKDXl6+lrbuq05/MxyNAeCG8Pt6+nlo6OryeKodvFwPh9W3per9wCC/PrC/CKy4qs95RQZztDUSzKTDq4NTC++kHTRhHIGTu0mC784PIJHGswXJ/YD7D9CPswvv1M4+mQ6aONgYuyM2iqv0NdM/fX6G33tuQ/mQ+HgHCC+H18fb11NIhvJ4qh28XA+H1bel6v3AIL8+svz5pjV9Z9whxsVqgbELizg99GaMvr7EL7ylHTqOz5x1sdHl3V9XRhxu20T9fXYEOL87wGtsLRxr68l2G11gJQHixH5wgAOF1gqJPxoDw8oXyi/Da79rAZ+ZcBM7wyrFEhxcdXrmdgiiOAISXI4TnZQhAeGUoKRID4eUL6Rfh5TPJXASEV44thBfCK7dTEMURgPByhPC8DAEIrwwlRWIgvHwhIbw8Iwgvz0hEQHghvHI7BVEcAQgvRwjPyxCA8MpQUiQGwssXEsLLM5owKJ9+cup4WrNpJx+sccSUMRWJu1dojAFneHUuvkO5Q3gdAqn5MBBejTYAhJcvNoSXZyQ6vL9YMI4alnT/9Dn+1fpE5B59uj7J9pApLlrDNkiXAIQ3XYJ4vSAA4dVoH0B4+WJDeHlGQnhvO2U07f3ND4zghtY2emVLNcU7iCaW5NCq3fV0SFkBDcmN8YMpHFF62e0KZyefGoRXnhUikxOA8GJnOEEAwusERZ+MAeHlCwXh5RnZhbe6uZVW7KqjIblRCgcDtGV/Mx1SVkhZ4c4Po9D1AeHtrDyEV9fvAOfyhvA6x1LnkSC8GlUfwssXG8LLM0olvKOLsml9TSN1dBCEl4ggvBBe/rsJETIEILwylBDDEYDwcoQUeh7CyxcTwsszSia8L27aR4Oyo9RBHbR5fzOdOKKEBuVE+cEUjoDwQngV3t6upgbhdRW3spNBeJUtbffEILx8sYuzI1QU6aA4H6ptRCAQoEhzI1F7u7YMpBKPRChcUCQVqnIQjjSoXF13coPwusNZ9VkgvKpX2JIfhJcvtujwDo60Udu6d/hgXSOyCyhUNp423fkzXQlI5T3yyh9JxakeBOFVvcKZzw/Cm3nGOswA4dWhyp/mCOHli20Ib6iJWpY+zQfrGpE/kMJj59L7Xz1HVwJSeU/76zNScaoHQXhVr3Dm84PwZp6xDjNAeHWoMoRXusoQXglUEF4JSEQQ3k5MEF6p7YKgHghAeLE9nCAA4XWCok/GQIeXLxSEl2dEEF4JSBBeExKEV2q7IAjCiz2QYQIQ3gwD9tLwEF6+GhBenpFdeIuPPoGKjzyOAuEItVXvo/qPV9OAY06ktv21tPPvf6H6D1ZKDKpeCDq86PCqt6v7JyN0ePuHu2qzQnhVq2hP/0qORKihNU5bqhs1yrp3qWZCeJet20q/e+4t+ukFJ1NVXQPd8vgrdOUZR1PlkJLeLc4r0Uk6vMGsbBp60beode9uyh5RSdseupcKDz6UooOG0Jbf3eGVlbu6DggvhNfVDafwZBBehYvrYmoQXhdh9/dU6PDyFUgmvIvf+sAQVutj/szx9K1T5vIDEpEOwlv+5YupvbaG6j98nwaeejp9cuv1VHzsPMqfMoM23XmrFCfVgiC8EF7V9nR/5QPh7S/yas0L4VWrnj1mA+Hli51KeJet30ZXffZoyopGqKmllW5+7BVjMPNrPY2suvCWfuazVHjIEdS8Yxu17t1DsbJyCkQiJLq+1f99mfa9+CwPXsEICC+EV8Ft3S8pQXj7Bbtyk0J4lStp6oQgvHyxZYRXjGJK78zKclo4ZxJV1TXS9x98lrbsrTEmmT2mIiHDPQnv+h176Qd/eo5qG5uN11k7x6Kz/NoHG4yvr96y2/j/DZ8/kZZ8tImeWfZR4u8zRw/lE3MyQuKitbzJ02nQGedQw9qPacfD9zs5u2/GgvBCeH2zWT2+UAivxwvkk+VBeH1SKCeWCeHlKcoKrz6ke8EAACAASURBVBhJCKnZ+f1g8y5jcCGfpvyeMmu8IcM9Ce8LK9ZQ5eABxnleU36/e/pRxjhi/IdfW0E3fmGe8bx5tEJIr/m8tfPMZ+dQhITwOjSTr4eB8EJ4fb2BPbR4CK+HiuHjpUB4fVy83i4dwssT643wCpFd/PbqpMcafv30EmMycc5X9kiDvWtsFWpxlMI6TnFedre/89k5FAHhlQIJ4YXwSm0UBLEEILwsIgRIEIDwSkBSJQTCy1eyN8JrF1IhueZRAzGTeTyhJ+E1JXfp2i2JxX1t3hyjM+xl4aXJxxC1x3mgGkcEwiGKRqMaE4Dwal98hwBAeB0CqfkwEF6NNgCEly+2rPDau7FCdnfX1ie6vTId3vIBBcbFb6UFuUYn2E8d3uCMefTO5moeqMYRh44o1jj7A6njgyewDdIlAOFNlyBeLwhAeDXaBxBevtgywpvsLg1WwTWfN0U2VYfXFF77hW/m2V8vd3gD00+kf33UeW4Zj+QEFkwaAjT4aGHsAQcIQHgdgIghILw67QEIL1/tvt6H13q3hYLsGOXnxGjaiDL2DK+Q4R/+5XljYebrTp01wfNHGiC8/F6C8HYyQoeX3yuI6JkAhBc7xAkC6PA6QdEnY0B4+UJl4pPW+Fl9FpE/kKzC29zYQE31dRTviFNxKbqaZjUhvBBen31ne3a5EF7PlsZXC4Pw+qpc6S0Wwsvzg/DyjMgmvI11tVS9Zxdl5eZBeC34ILwQXonvJoRIEIDwSkBCCEsAwssiUicAwsvXEsLLM7ILr8QrtAyB8EJ4tdz4GUgawpsBqBoOCeHVqOgQXr7YEF6eEYRXghERQXghvHI7BVEcAQgvRwjPyxCA8MpQUiQGwssXEsLLMxLCG5o+j1Zsr5UI1jdkVkWhvslbMsdFa9gG6RKA8KZLEK8XBCC8Gu0DCC9fbAgvz4jySyg8di7Fm5skgvUNCeXkUTAnV18An2YO4dV+C6QNAMKbNkIMAOHVaw9AePl6Q3h5RqLDGxl/GG287mIjuLa1nZbVNFNFVpj2tLTToQOyJQZRP2TUzx9SP0mJDCG8EpAQ0iMBCC82iBME0OF1gqJPxoDw8oWC8PKM7MLbHO+gzQ2tNCgWorX1rTSzKEtiEPVDILydNYbwqr/XM50hhDfThPUYH8KrR52NLCG8fLEhvDwju/A2tMdpbV0LRYMBaukgmlYQkxhE/RAIL4RX/V3uToYQXnc4qz4LhFf1Clvyg/DyxTaEN9ZB8R3r+GBdI2I5FCweSjWvPK0rAam8i+Z9VipO9SB0eFWvcObzg/BmnrEOM0B4dajypzlCePliF2dHKC87QvXNbXywphHhIFEkGKLttbhoractMLw4h7KjIU13yYG0Ibzab4G0AUB400aIAXDRml57AMLL11t0eCPhMD26ahsfrGnE4LwonTC6lC54cKmmBOTS/seiQ+UCFY+C8CpeYBfSg/C6AFmDKdDh1aDIZooQXr7YEF6eEYSXZyQiILydnCC8cvsFUakJQHixO5wgAOF1gqJPxoDw8oWC8PKMILw8IwjvAUYQXrn9gigIL/ZAZglAeDPL11OjQ3j5ckB4eUZ24W2v2k7x3RsoUDiI4vXVFC6fQPE9GylcMZkfTOEIdHjR4VV4e7uaGjq8ruJWdjIIr7Kl7Z4YhJcvtpvCu2zxg8aCZi68gF+YhyKSCW/bxuUUKBxMHTU7KRCOUjC3mMKjZnpo1e4vBcIL4XV/16k5I4RXzbq6nRWE123i/TgfhJeHn0x41y55gVY89TAdceF3aPDYKYlBhLBueOuVbl9PNkv19k305l9/R4ec8zUqKhtuhKgkvOjwdq86hBfCy7/jIEKGAIRXhhJiOAIQXo6QQs9DePliphLedW++TMXlw2nm6RdSOBojIbDvLn6I6vbuojlnfbWLCOsmvDxVPSMgvBBePXe+81lDeJ1nquOIEF6Nqg7h5YudSnhrd283Xjx04kGG3Iru7ICKSvr4tWdo+innJoTX7PqK2FFzjjaOK7S1NNObD/+Gdny8KrEA0S3euvpd4+/mkYamuhp69d6f0f7dO4yvmx1leyfYHG/w2Mk0Zu4JfFIOR+CiNTmgEF4Ir9xOQRRHAMLLEcLzMgQgvDKUFImB8PKF7El4Kw8+mj5+7VmadMIZ9PF/nqVxR5xMrz/4q4TwiqMPO9e8T4ec+w1jIiG52UUDDKHljjSYsls55xhDYo0O8pN/ornnfZOa9tck/pyVV0g717xHK55+mI666Hsk/u72A8IrRxzCC+GV2ymI4ghAeDlCeF6GAIRXhpIiMRBevpA9Ca8QV9Ftrdm+mSYdt5AKy4YZHVnR4S0ZMdYQXGvX1SqmQlp7OsNrl1iziztm7vGJjnJBaZkhw2IN5p/5jJyPGJQbpVMmDKZt1Y3OD67QiCNLcikYUCihPqaC25L1ERxeliAA4cVmcIIAhNcJij4ZA8LLF4oTXiGma5e8aHRx21qaugmvKahiJnuXlhPe//zxl90WaB5rMOed/pnz6O2//Z4OWvCFxMVvfFbORogO7xkTSym+Y52zAys2WrB8vGIZ9S0dCG/fuOFVBwhAeLEbnCAA4XWCok/GgPDyheKE1zqCeQzBqQ6vKdLiojj7w+z4tjTWG53l/ryVmSG8EwZS23v/5oFqHBGePk/j7A+kDuHFNkiXAIQ3XYJ4vSAA4dVoH0B4+WL3VXjFhWziDO/6t142ztaGo1ldzvBa5di8tZn1YjT7GV6xUtHVFQ8zPtXt0fisnI2A8MrxhPB2coLwyu0XRKUmAOHF7nCCAITXCYo+GQPCyxcqHeEVoye7S4M5qyms4u8yd2nILx3S5cI063GKZF1gPjtnIuzCW9/YTK1tbcbgudkxioTDzkzk81EgvBBen29hzywfwuuZUvh6IRBeX5evd4uH8PK83PykNX41XSOETJu3Revta52Mtwvvnpr9tH7bLirKy6HR5YMpFAo6OZ1vx4LwQnh9u3k9tnAIr8cK4tPlQHh9Wri+LBvCy1PzqvBaL4Drj1uRWcnhSAO/j0QEhBfCK7dTEMURgPByhPC8DAEIrwwlRWIgvHwhvSq8/Mrdi4DwyrGG8EJ45XYKojgCEF6OEJ6XIQDhlaGkSAyEly8khJdnBOHlGaHDe4ARLlqT2y+ISk0Awovd4QQBCK8TFH0yBoSXLxSEl2c0KCdCx44opOKCXD5Y44jq2noqAiPcpUHj7wGnUofwOkVS73EgvBrVH8LLFxvCyzMSHd6jhuZT2bGX8sEaR7S8+weNs0eHF8V3jgCE1zmWOo8E4dWo+hBevtgQXp6RXXivu/h0OubgibT0/Q00ecxQ2rm3lmrrGoyBCvJy6JKbHqS6hiZ+YMUiILydBcWRBsU2dj+kA+HtB+gKTgnhVbCoqVKC8PLFhvDyjJIJ72EzxhovfH/tVgoEiEoHFFAoGKS1m3bStf/3d35QBSMgvBBeBbd1v6QE4e0X7MpNCuFVrqSpE4Lw8sWG8PKMkgmvOM/74psf0DEHT6B9NfU0bdwwyopF6I0V6+inv3+SH1TBCAgvhFfBbd0vKUF4+wW7cpNCeJUrKYQ3nZIW5USoNDtEbe3xdIZR+rWig9u0t4bq6vU7ptCbwhYW5VNe6YDevETJWBxpULKsriYF4XUVt7KTQXiVLW33xNDh5YstOrxDcoLUsW8LH6xrRDhGbeEiWnbVjboSkMr7kLtulopTPQjCq3qFM58fhDfzjHWYAcKrQ5U/zRHCyxfbEN6sDopvXsUH6xoRy6O2nKH0jwmH60pAKu+zd70vFad6EIRX9QpnPj8Ib+YZ6zADhFeHKkN4pasM4ZVABeGVgEQE4e3EBOGV2i4I6oEAhBfbwwkCEF4nKPpkDHR4+UJBeHlGZBPeyvPPpMLJ46h+w2ba+84K2vvOSolB1A+B8EJ41d/l7mQI4XWHs+qzQHhVr7AlPwgvX2wIL8/ILryDjjiERn3hs0Ttcapa+QF9/LsHJQZRPwTCC+FVf5e7kyGE1x3Oqs8C4VW9whDeXlUYwiuBC0caJCDhSIMJCUcapLYLgnogAOHF9nCCAITXCYo+GQMdXr5QyYT3Hy8tobsfeYp+csmFNHty5wcsiMcdf15MT736Vrev87P4PALCK1VAdHjR4ZXaKAhiCUB4WUQIkCAA4ZWApEoIhJevZCrhffKVN2nM8HK67PzTKSsWpXWbt9Odf15MW3fvpSu/fFYXEeZn8XlELJfixZVUtxG3buupkoXjRlMgHPJ5sdNfPjq86TPUfQQIr+47wJn8IbzOcPTFKBBevkyphHfTjt3Giw+bPtGQW9HdnTCygh557jX6xlmnJITX7PqK2FOPmkOXnrcwMamQ5Kt+dR/V1jVQQV4O3fztL9PoYWVUVVtH3/vFvXTcnGn0+EtLjHjx3NBBJfSTex6mt9772PjaxWefSqcfN5dPItMRsTyioZNpVx0+eKIn1EPyszJdCV+MD+H1RZk8vUgIr6fL45vFQXh9U6r0Fwrh5Rn2JLynHnmwIbhfWngCPfr8f+isE4+ga3/9YEJ4xdGHdz5YQ9csOteYSMhq6YAiQ3pNqTXleOn7a+iW+x41xHZAYb4hvGUDi43Xig5yU3NLt9ff8Js/0/98foEhyf36iOVRx9BJ9NHO/f26DK9PPmlIgdeX6Mr6ILyuYFZ6Egiv0uV1LTkIr2uo+38iCC9fg56EV4ir6OCu37ydzv/McYZ4ClEVEjtlzAhDUGdNGpvowgqp/c2jT9PP/vci4wiE+efigryE0Ir4o2dPTYxjnhEW8Tf9/q909VfPSQiumHv4kNL+7/JCePmNREQQ3k5MEF6p7YKgHghAeLE9nCAA4XWCok/GgPDyheKEV0jsE/9eYnRiG5tbugnvacfOTRxvENL6f395kn74jfMM4TVfJzq44mEKbCrhNY8/WFftiWMNNuGt3reXaqurKBqL0ZChw3jImkRAeCG8mmz1jKcJ4c04Yi0mgPBqUebOJCG8fLE54bWOYD2mkIkOrynLoiPsqYdNeJubm2jbpo0UCodp2MhKCgQCnlpufy0Gwgvh7a+9p9q8EF7VKto/+UB4+4d7v8wK4eWx91V4xVEEcYb3n6++ZRxhyI5Fk57h/cxRc4wjCcnO8FovfrOf4RUrF11i8d+8w2byiWQyAkcapOhCeCG8UhsFQSwBCC+LCAESBCC8EpBUCYHw8pVMR3jF6OncpcEqvGIsU3rNuzRY7+zAZ5LBCAivFFwIL4RXaqMgiCUA4WURIUCCAIRXApIqIRBevpL4pDWeEcVyKVAxhRpa2iSC9Q3JjYb1Td6SOS5awzZIlwCEN12CeL0gAOHVaB9AePliQ3h5RoT78EpAIsJ9eNHhldooCGIJQHhZRAiQIADhlYCkSgiEl68khJdnJIS3o3wSrdpeYwQ31tfTJ2s/ok3rPqayYSOpuamRYllZlJdfSJUTJkkMqGbIjKFFaibWy6zQ4e0lMIR3IwDhxaZwggCE1wmKPhkDwssXCsLLM7ILr3jF+o9WU05uLjU1NtCa91dR4YASqhg1msqHjZAYUM0QCC86vGrubPezgvC6z1zFGSG8KlY1RU4QXr7YEF6ekV14t2/eSCveXkKjJ0ymAAUoKyeH8gsKqb6+DsIrgVP1EHR4Va9w5vOD8GaesQ4zQHh1qPKnOQrhbacANba2a5R171KNhoKUHYwTNXb+uh6PJASCYerILqTqJly01tP+KM6OYPvgk9awBxwgID7UprE1Tm3xuAOjYQhdCWSFQxQLBzOefqCjo6Mj07O0tbWR+A+P5ATC4TAFG2upo3Y3EKUikFNIrY1xqn5nGRilIBAuLKTsCZNo9VMvglEPBKafu5Ai2VnaM0KHV/stkDaAWChA8eodRC1NaY+FAfQlEMgrpmDhoIwDgPBmHDE/gejwBvZsppYVEJVUtELDJ1FLaCC9e+GXeaCaRuRPnUJjb/op3Vg+W1MCcmnf1LxOLlDxKAiv4gV2Ib1YKEity1+geNV2F2bDFKoSCI8+iMKjM//BTRBeD+wgCC9fBAgvzwjCyzMSERDeTk4QXrn9gqjUBCC82B1OEIDwOkHRJ2NAePlCQXh5RhBenhGE9wAjCK/cfkEUhBd7ILMEILyZ5eup0SG8fDkgvDwjCC/PCMIL4ZXbJYiSIYAOrwwlxHAEILwcIYWeh/DyxeyL8E6545eUM2IEfXTDj6mmFxe7Fc6aSeN/eC01bNxI7136HerrOHxWzkbYhXfOovOodHwl5ZQUUzAYpLrde40Jm2vr6IUbfuns5D4aDUcaOouFDq+PNq1Hlwrh9WhhfLYsCK/PCpbOcpMJ7+J3PqJ7Xnq327DXn3k0zRxV1qfp7nrubeN135x3cJ9e358vSiW8M//0IOWMGpVYWkdrK21+6E+06Z7f91lUVRFeAeX8R39De9dtpNaGRpq44ASD0+onX4Dw9udm9sjcEF6PFMLHy7ALb1V9I1398Eu0Zd/+LlnNriyjKxceTlmRcK+zXb+rim5d/DpdsfAwqhxU3OvX4wXeJwDh9X6NHFthKuF995MdfX6TSLY41YQ3Wed17PevoljZkLQ6s6oI78FfOYcGTxlP2cWF1N7SSs3764xtgQ4v7tKADq9jb99aD5RKeBcdN7PPjRk7UAiv+lsMwqt+jRMZ9kV4hbw+s6LzB3dBdpR+fPaxiX/92rvDoissHtf97ZXEnOn8i7s/SmPv8NqlNNmaTCGOt7RS1tByI2Tnk/+kNT+92fizOUa0tNT4e/XSpYYoJxPe3DFjjJhIUVGXcZJJt+g6i8eyL1zgKiqc4ZXDjSMNnZzQ4ZXbL4hKTaC3wivk9dpH/k21jS3GoPOnj078xtHeHRY/o749/xD61TNv0tL1B257ls5vOVFLbxKA8HqzLhlZVW+FV7wxPL9yPZ09d7KxHiG/u/c3GN3gbVX76e7nl9LVpx9BxbnZJN5g1u+sohOmVhpx4qHKkQYhltkVFYkjDPbiCBktmj07Ibmi+zvw+ONo3c9vo+bdu41zum11dYaYDjr5JBp16SW0/fF/UM2yZd3O8BZOn56YxzqOmNN8nThGMXzRV2noOWfT1r8+YhyrcPMB4ZWjDeGF8MrtFERxBHorvC+sWk+Vg4uN5owpv5efOtfoBoufTxUlBbRw1nhj2keWvE8nTqukqvomHGngCuHz5yG8Pi9gb5af7hneZRu20z0vLaObzj2ONuyqptueWtKl42uuRTXhFXnZz/C27N6duEjN3n0VMlp2xum04Y47KWvYsG5iKsZq2buXNv/xgR4vWhNyPPq7l9OeF18yusVinmhJiSHO1j/3Zg84EQvhlaMI4YXwyu0URHEE0jnD29TaRrcs/i8dNHIIzZs22vhzaX5Ot4YMjjRwVfD/8xBe/9dQOoPednjFwEJyrUcUKgbkG8IrurrWIw3Wr6sovFbIpog279yZkE/rXRrswjvs/C9QIBLpUidxrIETXvPIQ9UbbxrCa44rXldx3ufJ/Lr0BnAoMG/yJJp6+88oGMPH5vaEtKOlmYK5BQ5R9+8wONLg39p5ZeW97fCakms9orDouIOMrq79SIP5dQivV6qduXVAeDPH1nMj91Z4hexau7jWDq8QXuvDKrmqC6/I29rVHXbhF7vclswuvGa3d9ez/+rCjLtozd7hNTvN0QEDKN7S0uvboDm1IUWHd9odt1P9E//n1JBKjpN39veUzKu3SUF4e0sM8XYCvRFeU3bNLq61w2seYzDHt0qu+Bru0qD23oPwql3fLtn1RXjNIwxmR/eZ5WsTRxoMAfv01mVWyRWdX6fv/OBWmZJdtDb2qqto13PPJc7KcqJqFV77GV6Rh3g+b+wY4/xtT/fhTXV3iMELPpO48M0tLtZ5OoX3F1T38C39Mb1v5sy/8HrfrDWTC4XwZpKuHmP3RXjFEQZrR3f+jDHGkYYnln5Ep80eb9y6zCq8xblZxq3OnLzzgx7V8U+WEF7/1Crtlfb2DO+kilLjvJP5a6Hx5SVU39RiCK844G+9CtZ6Nwbrr4z8fpcGs5srLkqzPsw7LZjPpzrSILq69rs0mPfwTXbRmnWe9oYG48I3a2fYKtP2jnHaG0RyAAivHCgIbycnCK/cfkFUagK9PcP7wZbdiaN44u5C+VkxOuWgMYYAW+88JGa03o3BekwPd2lQb0dCeNWracqM8ElrfLH78klr/KjORYiur3iI25r11wPCK0cewgvhldspiOII4JPWOEJ4XoYAhFeGkiIxEF6+kF4WXustzdy+FZmVnF14N+yro9c+2UOzhhZTW3ucGtvitLmmgU6fNJQioSAPXdEICC+EV9Gt7XpaEF7XkSs5IYRXybImTwrCyxfby8LLr96diGTCu25fPbW0x2nCwDza29BKlSW5VJITc2dBHp0Fwgvh9ejW9N2yILy+K5knFwzh9WRZMrMoCC/PFcLLM0omvE1t7bR6937KjYSosTVOE0rzaezAfAoFA/yAikZAeCG8im5t19OC8LqOXMkJIbxKlhUd3r6WFcLLk8MZXp6RiIDwQnjldgqiOAIQXo4QnpchAOGVoaRIDDq8fCEhvDwjCC/PCMJ7gBHu0iC3XxCVmgCEF7vDCQIQXico+mQMCC9fKAgvzwjCyzOC8EJ45XYJomQIQHhlKCGGIwDh5Qgp9DyEly8mhJdnJD5aeOJNP6FQTi4frHFER1MjRUpKNCbQmTo6vNpvgbQBQHjTRogBiAjCq9E2gPDyxYbw8oxEh3fSLbfQf085kw/WOOKY15/XOHt0eFF85whAeJ1jqfNIEF6Nqg/h5YsN4eUZGcJ788300pzj+GCNI05as0zj7CG8KL5zBCC8zrHUeSQIr0bVh/DyxYbw8ozswjvphmsoq2wwLVt0Kf9ijSIgvJ3FxpEGjTZ9hlKF8GYIrGbDQng1KjiEly82hJdnhA4vz0hEQHghvHI7BVEcAQgvRwjPyxCA8MpQUiQGwssXEsLLM4Lw8owgvAcYocMrt18QlZoAhBe7wwkCEF4nKPpkDAgvXygIL88IwsszgvBCeOV2CaJkCEB4ZSghhiMA4eUIKfQ8hJcvZqhiIgVHTadAMMQHaxoRCBC17G+gUDSqKQG5tDva2yhSVCQXrHAUOrwKF9el1CC8LoFWfBoIr+IFtqYH4eWLLTq84WETqXX5i3ywrhH5Ayg4YhYt/dLXdCUglfehjz8sFad6EIRX9QpnPj8Ib+YZ6zADhFeHKn+aI4SXL7YhvEPHUfPrj/PBmkYECgdRcMJR9MoRJ2pKQC7tE957Wy5Q8SgIr+IFdiE9CK8LkDWYAsKrQZHNFCG8fLEhvDwjCC/PSERAeDs5QXjl9guiUhOA8GJ3OEEAwusERZ+MAeHlCwXh5RklE968cWMoEIlQR2urMUDjlm3U3tDAD6ZwBIQXwqvw9nY1NQivq7iVnQzCq2xpuycG4eWLDeHlGSUT3qk/+wnVb9hIwViMIoX59PGtv4Tw4kgDOrz8txMiJAhAeCUgIYQlAOFlEakTAOHlawnh5RnZhXfw/Hk08KjDKRAKUWt1DQWjUdp434PUsHETP5jCEejwosOr8PZ2NTUIr6u4lZ0MwqtsadHh7Utpkwnv4nc+pnc/2UFXLjyMsiJhY9j1u6ro1ieX0BUL5lLloOK+TMW+Jtm87ItcCMAZXjnIEF4Ir9xOQRRHAMLLEcLzMgQgvDKUFIlBh5cvJISXZwTh5RmJCAgvhFdupyCKIwDh5QjheRkCEF4ZSorEQHj5QqYjvHc9v5SeWbHOmGT+9NH0zRNnG3+2d2pFd/juF96hq087gopzs4xu8bWPvky1jS2J1548fXSXr1UMyKebzjnOiOfmyYlF6NUPO48TXP+5o2nmqCF84r2IgPDKwYLwQnjldgqiOAIQXo4QnpchAOGVoaRIDISXL2RfhdcqtWKWWxa/TqUFOYb09iS82dGwEbtg5jhDTJta2+iJpR/RabPH03Mr13c7SsHNc8+/301I7rINO+iefy9LiDKfvVxEoLCUwtNOpIYtW+VeoGlU/uhKohA+sQ+3JdP0G8DBtCG8DsLUeCgIr0bFh/DyxU4lvEIk7Y+C7Cj9+KxjqLw435DWg0YOoYWzxhlhVtl87cNNXcTV2uEVsVf/9SWaP31M4rXmPHZRFjLc13lEZ9iph+jwRg5ZSLvrmpwaUslxBuc7x9zPgCC8fq6eN9YO4fVGHfy+Cgiv3yvYi/VDeHlYfenwmsJrdmnFLFap7Ul4kx1pMI8hpBLevs7DZy8XIYQ3PGcBfbxrv9wLNI2aOKRA08y7pg3hxTZIlwCEN12CeL0gAOHVaB9AePlipyO8fenw2juvPXWGvdThhfDyewnC28kIwsvvFUT0TADCix3iBAEIrxMUfTIGhJcvVF+EV9yWTHRjn1mx1jgva57LNc/w2s/SiovOVm3eZcSKx/Or1tPZh04y/myN3bCrutsZ3J7m4S6O47OXi7B3eFtbWykUClFLczOFw2GiQKDz/5o/ILwQXs2/BRxLH8LrGEqtB4LwalR+CC9f7L4Krxg51d0T7M+df/gUWrphu3GXBlOOxd/FwzwXLCTa7OiK53pzlwbzfsH2u0Hw2ctF2IW3tqaaPln7MRUPKKGd27dRWcUwGjp8pNxgCkdBeCG8Cm9vV1OD8LqKW9nJILzKlrZ7YhBevtj4pDWeUbIzvLt37qBYVpYhvrm5eTR6QmfHWucHhBfCq/P+dzJ3CK+TNPUdC8KrUe0hvHyxIbw8I1y0xjMSERBeCK/cTkEURwDCyxHC8zIEILwylBSJgfDyhYTw8owgvDwjCO8BRrhoTW6/ICo1AQgvdocTBCC8TlD0yRgQXr5QEF6ekRDe6CELaG995yfD4ZGcwMC8GNDgLg3YAw4QgPA6ABFD4LZkOu0BCC9fbQgvzyhQMIiiM0+g+P4qPljjiFBRKVE4qjGBztTR4dV+C6QNAMKbNkIMh2LvxQAAIABJREFUgPvw6rUHILx8vSG8PCPR4Y0ddCLVP/YLPljjiNzPX6Nx9gdSh/BiG6RLAMKbLkG8XhDAkQaN9gGEly82hJdnZBfeqoZmWrGtioKBAI0ckEtrdu+n8sIcyo2GaXhxLj+gohEQXnR4Fd3arqcF4XUduZITQniVLGvypCC8fLEhvDwju/B+tKuGssIhKsyO0rrd++mtzXvokBEDaWZFCT+YwhEQXgivwtvb1dQgvK7iVnYyCK+ype2eGISXLzaEl2eUrMP73vZqioZDVJoXow1762hIQTblx0SHN48fUNEICC+EV9Gt7XpaEF7XkSs5IYRXybKiw9vXsgYrJlB4wlwKBAJ9HUKL1zW0tBmCa33E43GDG9h1UmlrjxufpKf7A2d4dd8B6ecP4U2fIUbAGV6t9gA6vHy5RYc3OO4Qqq5v5oM1jQgHgxSNRei3Sz7RlIBc2t85slIuUPEoCK/iBXYhPQivC5A1mAIdXg2KbKYI4eWLLYQ3MPYQqqpv4oM1jRDCmxWL0u2vrdOUgFzaVx83Vi5Q8SgIr+IFdiE9CK8LkDWYAsKrQZEhvPJFhvDyrCC8PCMRAeHt5AThldsviEpNAMKL3eEEAQivExR9MgY6vHyhILw8I7vwtjY1UmPVLsorHUq12z+hlroaaqrZR7kDy6hkzBR+QEUjILwQXkW3tutpQXhdR67khBBeJcuaPCkIL19sCC/PyC68LfW1VL15HZVUTqJdHy6jjng7FY+cQLG8IgqG9b1oC8IL4eW/mxAhQwDCK0MJMRwBCC9HSKHnIbx8MZ0U3nt/e7cx4UVfv5if2EcREF65YkF4IbxyOwVRHAEIL0cIz8sQgPDKUFIkBsLLFzKZ8ApxffG5Z5O+eMbMWXTp5VdQVlZWt+d1Ed72lmba8d6bFIpEKRiOUntrMw2aMJNC0RgPXOEICC+EV+Ht7WpqEF5XcSs7GYRX2dJ2TwzCyxeb6/D2RmJ7E8uvzDsRuGhNrhYQXgiv3E5BFEcAwssRwvMyBCC8MpQUiYHw8oXsjfBWV1fRjT/8AX3xK1+laTMOMgbfuGED3fGLn9Gl//s9euHTrrB5pMGM37Z1ixF71bU/Ml5nfv3wo46mZ//5pPHc1dfdQCNGjeIX3A8REF456BBeCK/cTkEURwDCyxHC8zIEILwylBSJgfDyheyN8IrRnn3qSdq6ZUvinK61q2v9sym1J5x0Mp186gJDjP9wz2/osiuuMhYlxHnQ4MEpj0fwK3cvAsIrxxrCC+GV2ymI4ghAeDlCeF6GAIRXhpIiMRBevpC9FV4hsrffejN9ZdE3qLC4KPFn0Z21Cu/K5e/SA3/4Pf3ghhupqKjYuDfpHbfdasjv8JEju3WK+ZX2XwSEV449hBfCK7dTEMURgPByhPC8DAEIrwwlRWIgvHwheyu8YkQhtkMrKqh8aIXR8TUvYrML780//lG3BYhjDb4T3kCAIs2NlF2QzwPVOKJpfx3llhRrTADCq33xHQIA4XUIpObDQHg12gAQXr7YfRFe89yuGP3CixYlzvPahdcqw9aVJDsLzK+0/yKMDm9LE/1i3FH9twgfzHzNnpU+WGXml4hPWss8Y9VngPCqXmF38oPwusPZE7NAePky9EV4zeMJu3buTBxZMDu/4v/iojX7GV7xdXHMQTx81+ENBinW3Ei3DD2YB6pxxPVNazXO/kDqEF5sg3QJQHjTJYjXCwIQXo32AYSXL3ZfhNeUW3GsQZzJNR/225LZ79IgjkCIM73iYb/bA7/S/osQHV4IL88fwtvJCMLL7xVE9EwAwosd4gQBCK8TFH0yBoSXLxQnvMlGECL7u1/fSV/71iXGBWmqP+zCe9x1l9GQaRPpxetuo53vfaR6+tL5QXghvNKbBYE9EoDwYoM4QQDC6wRFn4wB4eUL1Rfhtd+ajJ/F3xHo8MrVD8IL4ZXbKYjiCEB4OUJ4XoYAhFeGkiIxEF6+kH0RXn5UtSIgvHL1hPBCeOV2CqI4AhBejhCelyEA4ZWhpEgMhJcvJISXZySEN5fitH/nbj5Y44iiijIKxaIaE4Dwal98hwBAeB0CqfkwEF6NNgCEly82hJdnJIQ3GgnTL19YwwdrHHHNqRM1zv5A6rhoDdsgXQIQ3nQJ4vWCAIRXo30A4eWLDeHlGQnhDYZCNP+XryaCrz9tChVlR6ilPU7NbXFatrGKHlu2hR9M4YjXv3+8wtnJpwbhlWeFyOQEILzYGU4QgPA6QdEnY0B4+UJBeHlGyYR30ZGVdNiYgfSftXvo3tfW84NoEAHh7SwyhFeDzZ7hFCG8GQasyfAQXk0KLdKE8PLFhvDyjOzCO7m8gM6dM5yyIiFqbY9TdUMrrdhcTf96fwc/mMIREF4Ir8Lb29XUILyu4lZ2MgivsqXtnhiEly+2EN7whLnU1h7ngzWNCBBRewfRyi01mhKQS/vgkerfk1mGBDq8MpQQ0xMBCC/2hxMEILxOUPTJGBBevlBCeCOjD6L4vm18sK4R4RgFB5RTe1OdrgSk8g5l50vFqR4E4VW9wpnPD8KbecY6zADh1aHKn+YI4eWLbQjviCnU9vESPljXiJxCCo85mFqq9D6ywJU/OqCcC9HieQivFmXOaJIQ3ozi1WZwCK82pcYZXplSQ3glKEF4JSARQXg7MUF4pbYLgnogAOHF9nCCAITXCYo+GQMdXr5QEF6eEdmEt6Ojg+obGigaiVA4HKb29nbjAkndHxBeCK/u3wNO5Q/hdYqk3uNAeDWqP4SXLzaEl2dkF96Nm7cYgrt1+w7qiHdQxdAyKh8yWGIgtUMgvBBetXe4e9lBeN1jrfJMEF6Vq2vLDcLLF9st4X3itXfonY8+oau/uJCyoj7rhto6vFu2bqfaujpqaWmlEcOGUnZWFmVlxXjYikdAeCG8im9x19KD8LqGWumJILxKl7drchBevtjJhFfI6W+eeKnLi29cdCbNGj+KHzBFhErC22cIir8QwgvhVXyLu5YehNc11EpPBOFVurwQ3t6WN5XwWrux73y0gW7981N009fOptFDB/V2CiMewtsnbL56EYQXwuurDevhxUJ4PVwcHy0NwuujYqW7VHR4eYIywlu1v56uvPth+vppxxld3jv//pwx8CWfm2f8XwjxE68tM44rNDa3GLGbd+0znjt4QqXx9X+9ubLLkQYhwH9+YUlaEs1n51AE7tIgBRLCC+GV2igIYglAeFlECJAgAOGVgKRKCISXr6SM8Aqh/e0TL9EtF59Lxfm5PQrvPU/+m4YPKqHTjpxlTP7wC0vopEOm0avLP0wI7/sbtiQE2RfnebMLKDR8Kom7M+CRmkAgGKRALEd7RLgtmfZbIG0AEN60EWIAIoLwarQNILx8sWXO8JpdWlNOU3V4//fc+fSLh5+h0uL8RPfXXIF5pGHenKn0wLOvJeSZX6EHInIKKTR8GtU+/aCxmPrmFtpRU0fDSwpp7c59tL+5hcYNLqHGllbaV99Ik/t47MMDmaa1hMIzvpbW61V5MYRXlUr2Xx4Q3v5jr9LMEF6VqsnkAuHli811eLfurqKbH1pMV52/MHF+tzdHGr5x2nFGt9d6IZz5NX51HokQwlsxhfb85gfGgqqbW+njfQ00rTSf3txeQzXNrVQYi1BLPE7iB9VRFcUeWbi7yyi97HZ3J/TobBBejxbGR8uC8PqoWB5eKoTXw8VxemkQXp4oJ7yiq2u/4Kwn4bUeUVi3dVdClt9bv5meWrKcrr/oc3T34y/SaUfOTOuuD3xmDkYwwitmEocdssJBChLRnLJCByf3z1AQ3s5aQXj9s2e9ulIIr1cr4691QXj9Va+0Vgvh5fHJCG9TSyvd9MDixFEFqwCLGcRz4iGONDzzxgo646jZxr127cJr3vnBvLDNvAiOX2U/R9iEt6ktTv/ZWk2xUICioSCJvx9SVkhN7e1G5xfC28/16ufpIbz9XAAFpofwKlBED6QA4fVAEdxaAoSXJy0jvGIU804NU0cPo0ULjjUk9+0P11NBbjadfuQsWv3JNuNuDOKitaeXrEhMbN6/194lFjJ89e8eoSvOO9X7nV6b8PJU9YxAhxcdXj13vvNZQ3idZ6rjiBBejaoO4eWL7dYnrfEr8XBEdgEFR06nQDDs4UV6YGkd7RSIZHlgIf27BHR4+5e/CrNDeFWoYv/nAOHt/xq4tgIIL48awsszInEf3lEHUcvbT0kE6xsSnXuGvslbMofwYhukSwDCmy5BvF4QgPBqtA8gvHyxIbw8I0N4R86g5tf+agSv37mPmlrbjD9v21dLY4aU0Idbd9Pw0iIaUpRHA/L0vBdt7LgvSsBUPwTCq36NM50hhDfThPUYH8KrR52NLCG8fLEhvDyjZML70qr1xgunjxxCLW3tFAoGqT0ep0PHDTP+rOMDwttZdQivjrvf2ZwhvM7y1HU0CK9GlYfw8sWG8PKMeurwBojoo217aPSQEtpTW0/HTqmUGFDNEAgvhFfNne1+VhBe95mrOCOEV8WqpsgpHA4b3Tbxkad4pCbQ1h7XtispvS864thHDCzx0cuBgPgngN4PdHj1rr8T2cciEQqEQk4MhTFAIOMEAh3i3T/Dj7a2NhL/4ZGcgNHhjbdRW0MtEKUgEIxmU0s4m1ZuA6NUmyQvGqLJZQVU19CIfdQDgfycbPDBkQbsAQcIZMVi1NpQQx1trQ6MhiF0JRCK5VAoKzfj6UN4M46YnyAhvPU1fLCmEcFYNjWHcmjFNjBKtQXyo2GaUg7h5b5FILydhNDh5XYKnucIGMJbXw3h5UDh+R4JCNmF8GqySSC8fKEhvDwjCC/PSERAeCG8cjsFURwBCC9HCM/LEIDwylBSJAbCyxcSwsszsgtvfX09/fvFFykUDtOMGTPonaVLjT8fdthhVFhUxA+oaASEF8Kr6NZ2PS0Ir+vIlZwQwqtkWZMnBeHliw3h5RnZhbe6qopWr15NQ8qG0N49e6m1tdX4c0tzC42fMIEfUNEICC+EV9Gt7XpaEF7XkSs5IYRXybJ6U3irqmvoqh/dSF/70gU0a8Y0T5LPpPBu3/wJPfrbX9FZX/82lQ0b2S3/Jx/6vfG1Bed/1ZNszEUlE96/PfoI5eXl09HHHENP/fNJ488LTz+dcnL0/NAJwQrCC+H19DeyjxbX38K7+Oln6Z0Vq+j7l11CWVn4uHAfbZ0uS4Xw+rVyfVh3qg7vr+/5Az393IuJEQvy8+knP/w+VY4c0YdZDrxEjCse31r0FeP/fhTeuppquu/n19P8c79EYyZPN/JY+/4Keubh++nL372O8go7f2UvZLW0bCgdevz8lMxUFl7R4R03fjytWrGCorGY0dldv24dzT74YG1vzQXhhfCm9QaKFycIJBPe9Z9spGtu+CnV7t+fiDtl3vGJnzd9xSfGvfn2O+mqyy5J/AyE8PaVprdeB+H1Vj0yuppkwpvsG/md5Stp67ZttPCUk9NajwrCm0xmhdx+8M4b9MX//YHRqU0mxcnAqSq8aW0ShV8M4YXwKry9XU3NLrzJmifibiD3PvhnOu+sz1FxUWGf1wfh7TM6z78Qwuv5Ejm3QLvwijeIn95+J82aPrVHubV2gK3/grbLsnijuOv399E1372MxJ9/+JNbEoufPXMGXfyVL9J1P/05HXvk4fTEU88a/zIXX/fSr4mSHWl448VnaPf2rcZRg5bmJvrXow9RLCubCooHGB1dIbJP/eleOvfiy42Or+gAP/jLm4zcBw4pT3SCTeEtHzGKVr31X+P52UefmDjCIES6Zt8eqtq9k/bs2EY5efkJqXZuF6Q/Eu7SIMcQwgvhldspiOII2IVXNGV+d/+DdPOPfpBSbk0p3rJ1mzH8DddcmThKZ2/GiPEWP/MvuuybX6Pb7/odLV22PLEk8TrRABJHGnJzsumV/yzpNh63fjzvDQIQXm/UwZVVJOvwim/8/yx5K+URBqvUikUKQR40sMT4tVFPwiv+hZ2qwztk8CBDcs3xOOF2Bc6nkyQTXqvQ7q+tpv8+u5gmzTyE1q1eZciqEFwhxWd//Tu0ae1H9Pff35kQVassi3Ee+MWNdPRnPmeIsr0zLIT3k4/eTwiyeK0YW4wbjXnn3BiEV25HQnghvHI7BVEcAbvwmscZjpg7J+kRBnszx4z/7qXfNKQ3lfCKn0vbduxMeqTht/c9mJBmGeHmcsLz7hOA8LrPvN9mlD3Da3Zdkwmp9Rv9tdeXdDnIb+3w9iS81ovWxBvPsKHlaR+fcApqMuEVYvrw3bfRqV+4iOpra4zu65TZc+kff/wNnX7hN+jfT/4tcX7XfuGZXZbtF61Z45O9tqeL3JzKubfjCOGdWl5Aza341KOe2ImPQ8UDHzyBPZA+AdkzvGYXN9mxBKvk9kV4rRet2X/WpZ8hRnCDAITXDcoemUPmtmTmr4GmTZ5IF11wntHRXTj/pMSvgqzf6LoIryifeVGaONow8aCDafiY8bT4gd/RnGNPolefftzo2IqL2kTc0lee71Jx81iD6A7bBdbaAbYLr1W0k93Vob+2VV4kREMLsmhXNT5auKcaVAzMpfxsSC8+aa2/vlPVmVfmLg3iN45/+ds/jN9Wiod5vM48zyue37x1m9ERhvCqszd6kwmEtze0fB4rI7wiRfOognmeyXrkQMcOr2AixHTL+jUUy86hYxecaZzVFV+rrdpHu7ZtNjq94ms93a0h2UVrfu3wVhRk0azLn/T5d0Rml7/+t5/L7AQ+GR3C65NCeXiZMsJrvZBNSK79Tgvo8Hq4wC4tDcLrEmgvTJPsorU7fvt7OvO0BYnbr9jPPgn5feq5F42LA7KzYl3O8NrPMYk3lJXvr05cSGA/45vsylo/HGkQtTPP3w4dNSZxpta8OG3s1IO6fM16hle89tWnHqeZRxxL9g6vXYDtHV6v3pdXHGmA8PLf0RDeTkYQXn6vIKJnAskuWnvj7aVdzu9afx7Zf1bZz/AmuzZFrECc4W1sau52v3juehXUzx8EILz+qJMjq0x1WzJxGN/6+PqXL+hypjbVXRrEa6zPXXDuWbT03eXGXRrEv7CtV8la79LgtzO8Ik/zArOR4ycn7qpgfu3gY+Z1uf+u9S4N4rXmnRhMaW6oO3DfyAu+c3Xi/r724xBWkXZkAzg0CIRXDiSEF8Irt1MQxRFIdVsy8w4M4vUVQ8u73LWhp7s0mI0dcTcGcd/50049mVZ/vCZxxyAhuObPRetdGsw7CuEML1cxbz4P4fVmXTKyKtkjDRmZ3CeDZvKT1nyCgF2mXXg/N3cEnTijnOIdHfT2mj00Y9QAqqpvoR/95cCtfdhBFQyA8EJ4FdzW/ZKSzJGGflkYJvUVAQivr8qV3mIhvDw/CC/PyC683z9zKjU0t9OmXXV00OgSqqprprysCP34kRX8YApHQHghvApvb1dTg/C6ilvZySC8ypa2e2IQXr7YEF6eUbIO77FTy6ilrZ32N7bSgLwYbdpTTz97/D1+MIUjILwQXoW3t6upQXhdxa3sZBBeZUsL4e1LaSG8PLVUZ3h/9dU5tKO6kX76t1X8IBpEQHghvBpsc1dShPC6gln5SSC8ypf4QILo8PLFhvDyjHDRGs9IREB4IbxyOwVRHAEIL0cIz8sQgPDKUFIkBsLLFxLCyzOC8PKMILwHGOG2ZHL7BVGpCUB4sTucIADhdYKiT8aA8PKFgvDyjEzhnXvlU3ywxhEf/voMjbOH8KL4zhGA8DrHUueRILwaVR/CyxcbwsszyosEaVJRmMI5uXywxhFtjQ1ghA+e0Pg7wLnUIbzOsdR5JAivRtWH8PLFhvDyjESHd3JhkDZe9w0jeHNDKzXEO6i+LU7bmtqoIBKkcblRGpIV5gdTOGLUzx9SODv51HCkQZ4VIpMTgPBiZzhBAMLrBEWfjAHh5QsF4eUZJRPeF/c20ILBubSitsX4AIrZhVlUFA3xgykcAeHtLC6EV+FN7lJqEF6XQCs+DYRX8QJb04Pw8sWG8PKMUnV4a1vjVNfWTiNyItTeQTQ2L8oPpnAEhBfCq/D2djU1CK+ruJWdDMKrbGm7Jwbh5YsthLc1kkNr99TzwZpG5IRDNCo3QDvv/bmmBOTSLvufH8oFKh6FDq/iBXYhPQivC5A1mALCq0GRzRQhvHyxA9EsCgXDRIEAH6xxhEEnGNSYAJ96oIOIojE+UPEICK/iBXYhPQivC5A1mALCq0GRIbzyRRYd3kD9fqr6823yL9IsMjxkJBWdsYiaXnxAs8x7l27WyV/r3QsUjYbwKlpYF9OC8LoIW+GpILwKF9eeGjq8fLEhvDwjCC/PSERAeDs5QXjl9guiUhOA8GJ3OEEAwusERZ+MAeHlCwXh5RlBeHlGEN4DjCC8cvsFURBe7IHMEoDwZpavp0aH8PLlgPDyjOzCG4/HKRAIUEdHB9W3tFFuNExBnO9Fh/fTrQTh5b+nENEzAXR4sUOcIADhdYKiT8aA8PKF6ovwNrXF6VfvbKTppfl0cuXAbpOs2LWfHnh/G107t5KKsiIpF8GNw6/enQi78FbVN1F2NEyf7K6hguwo1Ta20ITyEncW4+FZcKShszgQXg9vUp8sDcLrk0J5fJkQXo8XyMnlQXh5msmE99n1e2jF7v307VkjKCvceWeCT2oa6Y53NtKls0bQkNyY1sK7t66R4vEO2lvXQG3tHRSLhGjskAE8bMUjILwQXsW3uGvpQXhdQ630RBBepcvbNTkIL1/svgjvyMLsHgdWvcNrTX5nTR3VN7dR5aAiHrbiERBeCK/iW9y19CC8rqFWeiIIr9LlhfD2trx9Ed5kHV7RFf7j+9sS05fnxRJHGuzPXXXIKJo+KJ+SHWnoaZzqplb68ZL1tK2u2ZjHHKe3Ofc2HhetyRGD8EJ45XYKojgCEF6OEJ6XIQDhlaGkSAw6vHwhnRBe0dH99bJNdPXcShLdX2uHNyscomfW76b5laXG8QghtM9v3GvIsHjOehaYG8caK45Y3LRkPX1r5nBDnjP56BTer1PL0qcyOY3vx47OPcP3OTiRAM7wOkFR7zEgvHrX36nsIbxOkfTBOBBevkiphNfarTVHyY+EDKm1d3jvXbnFCLloWoXx/56ONPR0Frincaqb2xJniM0jFfZ4Ptu+RYQGD6fcky6kQCjctwG0eVUHRfIz+48PP6CE8PqhSt5eI4TX2/Xxy+ogvH6plAPrhPDyEJ3o8ArxHJqXlbhjg114zW7s/tZ2Y0E9iXOqcYTw3rdqK102e0Tizg+iW7y1rikh2ny2fYsQHd6cE86nx8Yf3rcBNHnVubs/0CTTntOE8GIbpEsAwpsuQbxeEIDwarQPILx8sZ0S3lQdXiGq1qMHfuzwQnj5fSQiILydnCC8cvsFUakJQHixO5wgAOF1gqJPxoDw8oVyQnjtHV3R8f1gb71xTtd+FMF6Ttd+NKKncczzvgOzI0ZH1+0zvNYOb3bZYGqt3U+DDptNTbv30b7l7/GgNYiA8EJ4NdjmrqQI4XUFs/KTQHiVL/GBBCG8fLGdEF4xi5DcFzbuMyY8YcSAhPCKD56wPleWGzViUt3P1z7OnsbWxP2A+/MuDVbhHXnWQmrYvpMGH3EIZZUOoLcv/xEPWoMICC+EV4Nt7kqKEF5XMCs/CYRX+RJDeHtT4r580lpvxk8n1q0zutwa7UcaKs/7LAVjMSqaPJ46WltpzX0PU+3H67hhlH8ewgvhVX6Tu5QghNcl0IpPA+FVvMDW9NDh5YvtJeG1d3BnDMrv8mlvfDaZicAZXjmuEF4Ir9xOQRRHAMLLEcLzMgQgvDKUFImB8PKF9JLw8qvtnwgIrxx3CC+EV26nIIojAOHlCOF5GQIQXhlKisRAePlCQnh5RhBenpGIgPBCeOV2CqI4AhBejhCelyEA4ZWhpEgMhJcvJISXZxQePJzyPvNVqt+ynQ/WOCK/cgQFIxGNCUB4tS++QwAgvA6B1HwYCK9GGwDCyxcbwsszMj5a+OxLqK2lmQ/WOCIcjWmc/YHUcR9ebIN0CUB40yWI1wsCEF6N9gGEly82hJdnZAjvWf9DzY31RvD6DRuMDxeIRqOUk51N1TU1VFpaSqUDB/KDKRwRy8lTODv51CC88qwQmZwAhBc7wwkCEF4nKPpkDAgvXygIL88olfCWl5XT+g3rqb29nWbPmkWBQIAfTOEICG9ncSG8Cm9yl1KD8LoEWvFpILyKF9iaHoSXLzaEl2eUTHhXrlxFU6ZMpk2bNlNFxVAaN3YsP5DiERBeCK/iW9y19CC8rqFWeiIIr9Ll7ZochJcvthDeUCBIrds38sGaRgRi2RQpH0Ud8XZNCcilHQiG5AIVj0KHV/ECu5AehNcFyBpMAeHVoMhmihBevthCePe1R+n19Xv5YE0jirMjNGt4Mb3w0S5NCcilvWBqGYU0P9YhSEF45fYLolITgPBidzhBAMLrBEWfjAHh5QslhHdzQ4i+89hKPljTiAmD8uiakybQ+Q+8rSkBubQXf22uXKDiURBexQvsQnoQXhcgazAFhFeDIqPDK19kCC/PCsLLMxIREN5OThBeuf2CKHR4sQcySwDCm1m+nhodHV6+HBBenpFdeOMN1dRBQQrlFPAv1igCwgvh1Wi7ZzRVdHgzilebwSG82pSaCMLLFxvCyzNCh5dnhA7vAUbo8MrtF0Shw4s9kFkCEN7M8vXU6BBevhxeEN7mdxYbC43NWsgvuB8iILxy0NHhRYdXbqcgiiOADi9HCM/LEIDwylBSJAbCyxcymfAKAW1f1/0CrWDZOIrNPYcC4Sg/cC8iILy9gOXhUAgvhNfD29NXS4Pw+qpcnl0shNezpXF+YRBenqlMh7ejrYWal/yVImMPpdAQ5z9gwevCO640l649eQLFwrjPbE87qqW9g/JjYIQjDfz7DiJ6JgDhxQ5xggCE1wmKPhkDwssXSkZ47ULa+vESal3+dGLw2FFfNETYHmeIygMbAAAgAElEQVSKcmjwGAoNn0rN/76XOvbvMV5n7RZbXxdvqksZx2eTmQhxpOFHp06i37+JD+foifAlh4/KTAF8NiqE12cF8+ByIbweLIoPlwTh9WHR+rpkCC9PjhNeIbftO9cmjjIIiW39+HWKjDvMONognm9b9xbFjr2IOhr3U8uyJyl2+HkUzMqj9qrtib93VG83FiPE2JTa8Og5FBk3t4sot+9YkzKOzyYzEYbwnjKRbn9tfWYmUGTUq49zvvvvRzQQXj9WzVtrhvB6qx5+XQ2E16+V68O6Ibw8tJ6E1yqsQmCTPYyYNx6h6KFnUzC/pMvRByHD8f27k16MZu3q9nSkwQvHHezCu3/nFuqIx6mgbDgPWKMICG9nsSG8Gm36DKUK4c0QWM2GhfBqVHAIL1/sVMJrdmGjB53S7dyukNzmV+4namnonCCaQ7Gjv0Sh4jKj4yskNzr95G7nfu0Xw4VGH2zIsF1qU8Xx2WQmAh1eOa4QXgiv3E5BFEcAwssRwvMyBCC8MpQUiYHw8oVMJrzWs7fiyIH1Ycpu7NAzDRG2dniF8Jpd4ejkY6ntk3cpOvt04+iDkNiOhprE0YhUHd6e4vhsMhMB4ZXjCuGF8MrtFERxBCC8HCE8L0MAwitDSZEYCC9fyGTC29NRhG6Cu2MNNb/xt0SHV8xoSGv1DgoNm2qc0TW/Jv4vOrqmUAdyCrt1eK0ibI/js8lMRKfwTqLf4qK1HgF/5whctCYA4UhDZr4PdRoVwqtTtTOXK4Q3c2w9NzKEly+JXXjtd0mwjmDeWaFlxbOJ+/QG8gcaIeIMr+jwioe48MwuwV2OQURzKBDLoeCgUd2Et6c4PpvMRIjbkl0zbzzlxsKZmUCRURtb2qkgO6JINn1PA8Lbd3Z4ZScBCC92ghMEILxOUPTJGBBevlDcXRr4EdSPEB3e7584jo66/nn1k00jw5W3nJrGq9V5KYRXnVr2VyYQ3v4ir9a8EF616tljNhBevtgQXp4RhJdnJCIgvJ2cILxy+wVRqQlAeLE7nCAA4XWCok/GgPDyhYLw8owgvDwjCO8BRhBeuf2CKAgv9kBmCUB4M8vXU6NDePlyQHh5RhBenhGEF8Irt0sQJUMAHV4ZSojhCEB4OUIKPQ/h5YsJ4eUZQXh5RhBeCK/cLkGUDAEIrwwlxHAEILwcIYWeh/DyxQxEs4jaiELZWXywxhEttXUUzUv+aXMaY+mSemt9A8UGFGmPA0catN8CaQOA8KaNEAMQEYRXo20A4eWLLTq8bXv20vrrr+CDNY3IHj2OKi7+Hv13/hmaEpBL+5glL8kFKh4F4VW8wC6kB+F1AbIGU0B4NSiymSKEly+2Iby7dtOa71/CB2sakT12Io34zg/olSNP1JSAXNonvPe2XKDiURBexQvsQnoQXhcgazAFhFeDIkN45YsM4eVZQXh5RiICwtvJCcIrt18QlZoAhBe7wwkCEF4nKPpkDHR4+UJBeHlGduHNrRxFuWMqqWbFKsoZMZxCWTHa8+p/+YEUj4DwQngV3+KupQfhdQ210hNBeJUub9fkILx8sSG8PCO78JYtOIU6Ojqo5PBDqaO9nareXka7nn+J2hsa+MEUjoDwQngV3t6upgbhdRW3spNBeJUtbffEILx8sb0ivONuvZsa1qymLffcwS/a5Qi78JafsZCyhgymcFEBNaz/hAqnT6Otf3ucqpctd3ll3poOwgvh9daO9O9qILz+rZ2XVg7h9VI1MrwWCC8POJnwCvmMVQxPvLijrY12L36Udv7tIX7APkb4SXj7mKLyL4PwQniV3+QuJQjhdQm04tNAeBUvsDU9CC9f7FTC21q9jzbcdI0xwOAzz6fShWdR/YfvJb7Gj9y7CAhv73h5MRrCC+H14r7045ogvH6smvfWDOH1Xk0ytiIIL49WRnhN6S058VTa9uA9xqBDzv0S7Xj4fqr+z0uGEJvPFR91PEWKBtDHV1yckGXzubyJU6j42JMSi6p7b3lCoCG8fK28HgHhhfB6fY/6ZX0QXr9UytvrhPB6uz6Org7Cy+OUFd6iI46j8gsW0d7nn6LmHdtSCq9dhkdd/RNjEWa32FyRdTxxVMLTwjtmPI26/IcUb23hgWocEcrKpmBevsYEILzaF98hABBeh0BqPgyEV6MNAOHli+208IqOrymvVa+/TBWLvk3V//m3cf43d/I0GnbxdykyoMRYmPVssKeFd+xEGnPNjdTw6mM8UI0jck44T+PsD6SO+/BiG6RLAMKbLkG8XhCA8Gq0DyC8fLFlhdd6bMHexbU+J4S3YtGllDd9NtW8+R8qmHUIbbnnV1T//kpDhMVDHHfwVYd37EQa/f0bqPZPN3V2q6vq6f1dtTSiMIfWVdXTMSMHUlF2lIeteEThRTcqnqFcehBeOU6ISk0Awovd4QQBCK8TFH0yBoSXL5SM8JoXrVW/9qJx2zC7rIpjCzmjx9PW++4yzvSKTq7o7IbzC6nmjVcTtxoTwmteDCfGHDj/dNrzzD+M7q/XO7x24X3lkz102LABtK+xlSYMzIPwEhGEt/P7DcLLv+8gomcCEF7sECcIQHidoOiTMSC8fKH6elsyIbl5U2YYE7Ts2kGh7BzjgjYhvOJhl2DxNVOcA+EwxRsbjTi/Cm9zW5zK8rPo9U176cgRJZQXi/CwFY+A8EJ4Fd/irqUH4XUNtdITQXiVLm/X5CC8fLG98sET/Er7LyJ7zASqvPI6okCw/xbhk5mDOXk+WWnmlokOb+bY6jIyhFeXSmc2TwhvZvl6anQIL18OCC/PSHzSWuVV19OO393CB2scUf7tGzTO/kDqEF5sg3QJQHjTJYjXCwIQXo32AYSXLzaEl2dkCO8V19HG6zrvLVzf1k7La5opEgz8f3tnAh1Vke7xf3pNOiQhQEIIggLCAIIIOKgMrrigjtuMo6i4b+O4O/OOjiPvzBkdB4+O+47ruODCG1EfCqPOQ0ZFETcWEVAUIoGAEEKAhNDpfqduuO3NpTtVMbc73VX/PocDdH+36n6/70v6l0rd2wj7gNJgACu370S/SBD5vjz0zA/IB9Uwot8d6fskvlzCReHNpWpl57lSeLOzLrl2VhTeXKtYB86XwiuHR+GVM3IL78ptTZbs+vPy4MsDqrZHEfQBsTgwuCiEiN/MrQ8U3pZeovDKv6YY0TYBCi87xAsCFF4vKObIGBReeaEovHJGbuGt29mMr7Y2oTjgQ8SXhxXbd2JgYQjLtjbhqLII8vLy5INqGEHhpfBq2NadkhKFt1OwazcphVe7kqZOKBAIwOfzA2b6h3Kl86I7kef3K8ebGNi4M4ZAgIzaqn1zLIZw0MztHE4uXOE18TuEtzkHQ2EY+nOztyA5GnwZaKS8eDweTzfraDQK8YeP5ATECu+O5jg2bG0kohQEisJBdAvGEKv+ioxSEQgVItpzb/xr+QYyaoPAL4f0JB9uaWAPeEAgFA5jQ30jGqPNHozGIUwlUFIQysg94im8WdBhQngbo3HU1Lfc85WP3QkU5wfRIxRDrGox8aQiEC5EtNcQvPblOjJqg8CpwyvJh8LLHvCAgBDedVsa0LiTwusBTmOHKI2EUBoJpz1/Cm/aEcsnoPDKGVF45YxA4VWABFB4WzBxS4NSuzCoDQIUXraHFwQovF5QzJExKLzyQlF45YwovAqMQOG1KVF41fqFUakJUHjZHV4QoPB6QTFHxqDwygtF4ZUzcgtv/aYfUP3NVwhHuqA52oQ9Bg1DzXcr0HfICIXB9A3hCi9XePXt7sxmRuHNLG9dZ6Pw6lrZJHlReOXF7izh/aZqLW597AXceNFEDOjTa7cTnfHvD/DJlyvwp4vPwOKvV+Hhl2fi9usuRGlxkTwpryNcWxoat23FN5/PR6S4BP5AEIFQCIXFXVFSVuH1zDk1HoWXwptTDZvFJ0vhzeLi5NCpUXhzqFgdPVW38G7ZvBl/v3kyTjvnAuwzYqQ1/JIvPsNL/3gCv598M4q7drWee+7xR9Cr9x44YsLx7T6Fqu++xdR7/46Lr/o9+uzVr93HZ/qAZMIrZPOhl2YmTqVPRZnnspnLwtuwtR51G9Zhe32dJblrli/B0LGHIxAMZbp8WTUfhZfCm1UNmcMn4xbef8+aab1XXXL1HxDOz8eOxkY8es8d1vuY/T4l3nuef/JRXHbt9Yn3svYgcM/RnmMZm50EKLzZWZe0nFWyFV63zIr/f/rRB7jmxj9bgppMittzcroIr726mh8OQQjw/86d77n0tsXVucIrzqFTH7xoTQk/hZfCq9QoDJIScAuvW2bF/+++9c8YdcBYnHXhpdZ4HRXWjh4vTYoBGSdA4c048s6bMJnwii/qtWu+t75JiJ+Spz/3NPILClDarbv1k7L7G4v4qfreKTdbSVRU9k6sBNtivK56jfXasP1G4dzfXoGnH74fiz//NJH0VTdMTqwmdx6J1DOnWuF1Cm/tlnr85eHnccUZJ2LRim+trQaRgnzM+Xghjj9kDK468yQsWLICf7rvKWsi94rwvc+/iplz51uvFXeJYMrVF1j/dm9pcMaJ18cMG5R0S4M4n/+683FUrWu5L+5frzwP++8zMH14KbxKbCm8FF6lRmGQlIBbeMX7zUN33YYzz7/EWpgR70tfLVmE6qrVOPfSK6wVXedijr0CbL8XnX7uha1WgoUsb62vt87jkCOPwSHjj7YE2n7O+V4nPVkGZC0BCm/Wlsb7E0smvE6hrdtci9mvz8CoMQdi6eKFlgSLbyRCisWvjr5ethRPPHB3YvXXKcvuleI3ZkzHuMOOhBhThy0NTuF1bj8Qwiu2OzglU8jubU++ZIms2I8rVmdXr9uQEOFX/+8DS1zFSq2IFY/S4i6thNe9ipxqD29BOIy/Tp2G0UMH4uQjxkKc2w33PIHrzz8tfdJL4VX64qTwUniVGoVBUgLJ9vA633PEv4cM2xefzv8Qx5xwMsorellbHMSizd4/G2L9u1uPMus9zSnLzjixHUKI8dtvvo4jjz0B7895p9W2CelJMiDrCVB4s75E3p1gMuF1fvFvqduMmrXV2P/AX+DpR+63flJ+/X9eTOzfFd9UxMP+lZEtyxf+7hpMe2pq4huK84x13NIgVl43bNpsSeus9xckLiaztxqI18VDrPSKh5DQ+6e9hv/+7Zl4d8GipNshnBLdu7x7K4kVY6QS3k11W5OuDDvn966Ddo0ULgR69ENeMOj50FoN2BxFXqhAq5R+SjK8LdlPocZjnASSCa+94HLqWedav5k84denY8GH71uHDRw8NLF/N9miiy3L4r1OXMdy6FETdrtGhVsa9OtBCq9+NU2ZUaq7NNhf/GJrw377j7F+In5m6kM47Ohj8eaM6dY3AvHTr4ib+/bsVuPbv+oRT4pvHPaWBvtXRroIr/OiNXtrgb2f17n6Kzi4tyKI55zbGpyv22OtWb8xIa628J50+NjEKm1bwmvLtH3HBueKclraO1wIX/kANLz1ZFqG12XQguMv0yWVDuVB4e0QPh4MIJnw2gsuv/zVaZg3dw7Ovvgy67eQny+Yb72P2b+ZXL9ubavtCTZQ53uUc/uCve2Owqtf61F49atpu4VXfGGvXLEcBZGI9VOy2P8knqvdtDHlnqi2sDklV8TptqXBmXuyi8mE0PatKLO2GLT1aNzRlFjJHT6w327Ca29TEGNk2wqvr7w/ts98yKCvnvanGjnluvYfpOERFF4Ni5rhlJIJr/3bSXG9SEFBxFqYEc+J305W9umb8jqUtk7deZcisVrsvBNEhlPmdGkgQOFNA9RsHTLVCq99heteAwYmbvNiX5wmvpnYt34Rzzn38Io8xV7dMQcdjI8+mGvtexK3iHEKb0nX0t1ufZatfMR5qVy0JhNe9x5eET/tzTmY8IvR+HjxcgzoU2nt7U0lvPa+X3vlWBwv9umKh/s+vPYe3rJuXa0tFJnaw0vhlXcxhbeFEYVX3iuMaJtAqvvw2r91tFdlnRenuZ+z9/CKmcR7lPgj3t/em/M2jjv5VOsEnMJbterb3W7RyTrlNgEKb27Xr11nn0p47TssDBo6LLE/137OvbfJeZcGMbm4olXs6XVvd3DejUGsFr/49OPWuepwlwaZ8IrXnXdpEP9PdvcG5/Pu+/DaMjx/8XLrTg6jhuyN7Q2NWXOXBqfwRptjaNjZjMKQH03NMQtPfjDQrt7UMZjCS+HVsa87I6dUwiveW2b+86XEhdTi3MRz7741q9W95N13aehSVGQdY1+0Zt+9wX5e3PnBeQzv0tAZVfd+Tgqv90yzdkR+0pq8NJ31SWvyM8uiCGsP749bGmq370BeHrBywxZ0CbdcyNarpBBF+WZf1EbhpfBm0VdtTp8KP2ktp8uXNSdP4c2aUqT/RCi8csYUXjkjuIR307ZGbGlswrbGKHbGWlZ4B5aXoHCX/CqMqGUIhZfCq2Vjd0JSFN5OgK7hlBReDYuaKiUKr7zYFF45I7fwOo9ojsWwaM0mDKkoRTjoVxhM3xAKL4VX3+7ObGYU3szy1nU2Cq+ulU2SF4VXXmwKr5xRW8KrcLQxIRReCq8xzZ7mRCm8aQZsyPAUXkMKLdKk8MqLTeGVM7KEt2Jv7Jj/hkKwuSHhsaeYm7wjc96lgW3QUQIU3o4S5PGCAIXXoD6g8MqLTeGVM0I4gubCSsSbowrB5ob4w/nwFxWbC2BX5hRe41ugwwAovB1GyAEovGb1AIVXXm8Kr5yRWOGNl/TBwrNb7l3JR3ICI2f8i2h4H172gAcEKLweQOQQXOE1qQcovPJqU3jljCi8CowAUHhbOHGFV61fGJWaAIWX3eEFAW5p8IJijoxB4ZUXisIrZ+QW3uJRP0fx6DEQN+PdPO89bF30ucIg+odQeCm8+nd5ZjKk8GaGs+6zUHh1r7AjPwqvvNgUXjkjt/CWHXciQuU94YtEUPXgPQoDmBFC4aXwmtHp6c+Swpt+xibMQOE1ocq7cqTwyotN4ZUz4pYGBUbc0pCAxC0Nav3CqNQEKLzsDi8IUHi9oJgjY1B45YWi8MoZUXgVGFF4KbxqbcIoBQIUXgVIDJESoPBKEekTQOGV15LCK2dE4VVgROGl8Kq1CaMUCFB4FSAxREqAwitFpE8AhVdey6L8IMoiQcSjTfJgUyPy8hCPxtG06QdTCSjlnV9eIT7tRSlW5yBuadC5upnJjcKbGc66z0Lh1b3CjvwovPJiixXepijwj3nfyYMNjagsycfJIypw4/2vGkpALe37rz9dLVDzKAqv5gXOQHoU3gxANmAKCq8BRbZTpPDKiy2Et3Z7FOc9Pl8ebGjEsN4luPWkwdjz+JsMJaCW9tb37lIL1DyKwqt5gTOQHoU3A5ANmILCa0CRKbzqRabwyllReOWMRASFt4UThVetXxiVmgCFl93hBQEKrxcUc2QMrvDKC0XhlTNyC2+XSBi3XXUyDhzeDx8u+haxWBzffP8DajZuwfgDBuOivzwrH1TDCAovhVfDtu6UlCi8nYJdu0kpvNqVNHVCFF55sSm8ckZu4b3mzCMwsG8ZLp/yIqZOPgvDB1Sitr4B6zbWoXd5Vxz9u/vkg2oYQeGl8GrY1p2SEoW3U7BrNymFV7uSUng7UlIKr5yeW3hvuuhYFEXycf29r+COa3+Fg/fbG8tW1aAgHEQ8Dpx2w2PyQTWMoPBSeDVs605JicLbKdi1m5TCq11JKbwdKWky4b3njJHYf6/SxLDbm5pxx+xlmL14XUemytlj3cJ76KiBuPHCCVi/qR6FBSHE43FMf/szVG+ow+WnHUrhzdlKe3Pi3MPrDUeTR6Hwmlx973Kn8HrHMutH4pYGeYlSCe+e3SO4+fUv8cmqWggBHlpZbKz0prpo7bpJ43HY6EGYNutjTJu9QA5b8wiu8HKFV/MWz1h6FN6ModZ6Igqv1uVtnRyFV15sFeE9ZlgFrho/EK98ugaP/WelJcD2CvCG+h0JMRazOV9zrgyrHiPGeP2Lakx54yv5yWcogndpUANN4aXwqnUKo2QEKLwyQnxdhQCFV4WSJjEUXnkhVYT3ooP74/QxffDi/CoM36Ok1WrvsxcfgI1bm3D1tM92Wwm++siB2LajGT2KQhg/pGdihVgc0yUcsER5ZN9SnDKqN+59Z4W1ZULMNbBnF1w/faH85DMUQeFVA03hpfCqdQqjZAQovDJCfF2FAIVXhZImMRReeSFVhNcW1Bfmr8bEMX2xauN2S3DF44bjBuPA/t2R7DV7dnG8eEya+pH1t1OghQxPGNYLz85bZa0eZ+ODwqtWFQovhVetUxglI0DhlRHi6yoEKLwqlDSJofDKC6ly0Zq9bUGMNvmEoSgrCrcaWLxuC++HKzfuth3BuQosDmxri0Q2XiAn9i/fO3EEggG/HKjBEdHmGPJDAYMJUHiNL75HACi8HoE0fBgKr0ENQOGVF1tlhdceZfSepZbwJpNa+zXn6q/KCq97Vde9GizPIP0RYoX3wUmjsHR9ffony+EZhlUU5/DZe3fqvEuDdyxNHYnCa2rlvc2bwustz6wejcIrL097hFeM5r5jgxDdiw/pj6lzV+KcsXu12t9726n7YkXNVmsPr3PbgnMP71H79LRO0r5ILVuF94FJo7Cwuk4O1OCIUXt0NTj7H1On8LINOkqAwttRgjxeEKDwGtQHFF55sdsrvLb0Ou/Tu+C72sSeXiGs/XoUWhOr3KVB7OeddNCeCPrzrGPcd32QZ5D+CLHCS+GVc6bwtjCi8Mp7hRFtE6DwskO8IEDh9YJijoxB4ZUXip+0JmfkFt6dTU2or9uMgkghNm/6AT169kIwFJIPpHkEhZfCq3mLZyw9Cm/GUGs9EYVX6/K2To7CKy82hVfOyC28G9fXoGZNFbqV90Tdph8wYPAwBIJB+UCaR1B4Kbyat3jG0qPwZgy11hNReLUuL4W3veWl8MqJcUuDnJGIoPBSeNU6hVEyAhReGSG+rkKAwqtCSZMYrvDKC0nhlTOi8MoZUXh/ZMQ9vGr9wqjUBCi87A4vCFB4vaCYI2NQeOWFovDKGVF45YwovBRetS5hlAoBCq8KJcbICFB4ZYQ0ep3CKy8mhVfOaGivYtw5cQQCPp882OCIWBwoDPPDObjCa/AXgUepU3g9Amn4MBRegxqAwisvNoVXzkis8N7+m31x3sMfyoMNjvjntQcbnD1XeFl87whQeL1jafJIFF6Dqk/hlRebwitnJIRXfIjG4be8LQ82OOKzW481OHsKL4vvHQEKr3csTR6JwmtQ9Sm88mJTeOWMKLxyRiKCwtvCiVsa1PqFUakJUHjZHV4QoPB6QTFHxqDwygtF4ZUzcgvvFUcPwoi+pZg+fzVmL1wrH8CQCAovhdeQVk97mhTetCM2YgIKrxFlbkmSwisvNoVXzogrvHJGXOH9kRFXeNX6hVFc4WUPpJcAhTe9fLNqdAqvvBwUXjkjCq+cEYWXwqvWJYxSIcAVXhVKjJERoPDKCGn0OoVXXkwhvKGAH99u2CYPNjQiEvKhT7cuWLpms6EE1NIeuVc3tUDNo7jCq3mBM5AehTcDkA2YgsJrQJHtFCm88mIL4e0RCSLWUC8PNjXC54cvXIBYzUpTCSjl7es1SClO9yAKr+4VTn9+FN70MzZhBgqvCVXelSOFV15sIbzd832IbqqWB5saEQghWFKG6BdvmUpAKe/AqOOU4nQPovDqXuH050fhTT9jE2ag8JpQZQqvcpUpvAqoKLwKkAAKbwsmCq9SuzCoDQIUXraHFwQovF5QzJExuMIrLxSFV84ILuHdsq0Ba36oRXFhAXr3KFUYwIwQCi+F14xOT3+WFN70MzZhBgqvCVXmCq9ylSm8Cqhcwru6ZiOWfLcG3Yu7YMyQ/goDmBFC4aXwmtHp6c+Swpt+xibMQOE1ocoUXuUqU3gVUHFLgwIkbmmwIXFLg1K7MKgNAhRetocXBCi8XlDMkTG4pUFeqGTC++qsd/DIMy+0OvjSsyfipAnj5QOmIWLlqipMue8R3HDlpei/Z580zCAZksKrxJwrvFzhVWoUBkkJUHiliBigQIDCqwBJlxAKr7ySqYT300VL8McrL0V+fhidLZydPb+1h7e0J+L1G+VADY7IKy43OPsfU+cKL9ugowQovB0lyOMFAQqvQX1A4ZUXW0V4a+vqcMMtd+CSsydi9L77QKwACyGOFBTg3Xnzcdz4Q3HFBZPwycIlmHzb3dakfSorMOWmP6C0pMSKr6pea8U0Nu7A3+57BCceM94aS8jsA08+h5uuvcw6TsxTVb3O+vfP9xuOay85D3c9+hQ+/nxRIpmbr7/GOjbVfLYgHz7uQDzz8qutzkVOJElEIARfaS9s3t70kw435aDuhWFTUm0zTwov26CjBCi8HSXI4ym8hvUAhVdecBXhdUqpLbBiy4MtnmIWIZ+3P/gYbv3jdda2A6fkitdem/2OtWJcXbMeN/7tTowbMzohyfZrjz3/MvpU9kpsnXhhxkwcc/g41G7estuWhrbmE+frnENOQRKxS3iX1fDDOdoiNbSiuMOodRiAwqtDFTs3Bwpv5/LXZXau8OpSSYU8KLxySKp7eN0rts4tD2KW+5941ppMrOKKh3vl9pa7HsLl55+FRUuXY2NtLVZ9X41rLjkXc+ctsOKPOWyctfJb1r1bYgz77JNtaWhrvmSCLCfRRgSFVwkfhbcFE4VXqV0Y1AYBCi/bwwsCFF4vKObIGBReeaFUVnjFKPY2BrFKO3vOe9aWBnuPry28b7zzbqsJbUkuCOcntjF8sWQpDht7AETsQfuPxLwFn1l/iy0K9tYJe0uDfaFcKuFNNV+6hbexoQHNzVGEw/kIBINyyIZEUHgpvIa0etrTpPCmHbERE1B4jShzS5IUXnmxVYXXuWIrVmWTCa9zO4J7ZiHMYmV3e0MjLjrzN1iy/Gtrm4N4iJVesVXC+XBKrnjefZcGscKbaj7PL3JzrRXvpj0AAAQqSURBVPCuX1uN6qpVGDB4KIqKW5+3nLi+ERReCq++3Z3ZzCi8meWt62wUXl0rmyQvCq+82KrCK1vhde+pFTPbe3CFzNoXmNmrtvZqbkV5mbVSLB6vzHoLp0w4arc7Q5R2LW510ZyIbWu+dK/wyqmaGUHhpfCa2fneZ03h9Z6piSNSeA2qOoVXXmzVPbzijgn2Fgan/IrbltkP510TxHP23RvEv4Xg2vt47Xvpuldpxf+d2xScF8U57w2c7C4NzvnSvcIrp2pmBIWXwmtm53ufNYXXe6YmjkjhNajqFF55sflJa3JG4j68gdJKbNmxUyHY3JCSfO5nFtXnRWvmfg14lTmF1yuSZo9D4TWo/hReebEpvHJG1gdPFHVD84YqhWBzQ/wV/QGf31wAuzKn8BrfAh0GQOHtMEIOwA+eMKsHKLzyelN45YxahLc7dvznxUTwB8tWo75hBxqadmJQZQ/8rLIH/D6fwmD6hoSPOEff5NqRGYW3HbAYmpQAhZeN4QUBrvB6QTFHxqDwygtF4ZUzSia8K2s2Qfz5bv1mjBuyJwb3LlMYSO8QCm9LfSm8evd5JrKj8GaCsv5zUHj1r3EiQwqvvNgUXjkjt/A2RaP4aMX3aG6OobxrFwzdo1xhEP1DKLwUXv27PDMZUngzw1n3WbQS3lgsBvGHj+QE/H4/djbHsa0pSkQpCIQDPkQCeYg18GNzUzaJzw9fKB/Nq79kH7VBwN9vBPkAiEb5/YaN0DECPr8f23ZEEY3FOzYQjzaaQEHQj/xg+q+ryIvH4+xUo1uNyZMACZAACZAACZCA3gQovHrXl9mRAAmQAAmQAAmQgPEEKLzGtwABkAAJkAAJkAAJkIDeBCi8eteX2ZEACZAACZAACZCA8QQovMa3AAGQAAmQAAmQAAmQgN4EKLx615fZkQAJkAAJkAAJkIDxBCi8xrcAAZAACZAACZAACZCA3gQovHrXl9mRAAmQAAmQAAmQgPEEKLzGtwABkAAJkAAJkAAJkIDeBCi8eteX2ZEACZAACZAACZCA8QQovMa3AAGQAAmQAAmQAAmQgN4EKLx615fZkQAJkAAJkAAJkIDxBCi8xrcAAZAACZAACZAACZCA3gQovHrXl9mRAAmQAAmQAAmQgPEEKLzGtwABkAAJkAAJkAAJkIDeBCi8eteX2ZEACZAACZAACZCA8QQovMa3AAGQAAmQAAmQAAmQgN4EKLx615fZkQAJkAAJkAAJkIDxBCi8xrcAAZAACZAACZAACZCA3gQovHrXl9mRAAmQAAmQAAmQgPEEKLzGtwABkAAJkAAJkAAJkIDeBCi8eteX2ZEACZAACZAACZCA8QQovMa3AAGQAAmQAAmQAAmQgN4EKLx615fZkQAJkAAJkAAJkIDxBCi8xrcAAZAACZAACZAACZCA3gT+H1LJJLYVbq7LAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/sales_success.csv')\n",
    "print(df.head())\n",
    "\n",
    "levels = ['salesperson', 'county', 'region'] # levels used for the hierarchical chart\n",
    "color_columns = ['sales', 'calls']\n",
    "value_column = 'calls'\n",
    "\n",
    "def build_hierarchical_dataframe(df, levels, value_column, color_columns=None):\n",
    "    \"\"\"\n",
    "    Build a hierarchy of levels for Icicle charts.\n",
    "\n",
    "    Levels are given starting from the bottom to the top of the hierarchy,\n",
    "    ie the last level corresponds to the root.\n",
    "    \"\"\"\n",
    "    df_all_trees = pd.DataFrame(columns=['id', 'parent', 'value', 'color'])\n",
    "    for i, level in enumerate(levels):\n",
    "        df_tree = pd.DataFrame(columns=['id', 'parent', 'value', 'color'])\n",
    "        dfg = df.groupby(levels[i:]).sum()\n",
    "        dfg = dfg.reset_index()\n",
    "        df_tree['id'] = dfg[level].copy()\n",
    "        if i < len(levels) - 1:\n",
    "            df_tree['parent'] = dfg[levels[i+1]].copy()\n",
    "        else:\n",
    "            df_tree['parent'] = 'total'\n",
    "        df_tree['value'] = dfg[value_column]\n",
    "        df_tree['color'] = dfg[color_columns[0]] / dfg[color_columns[1]]\n",
    "        df_all_trees = df_all_trees.append(df_tree, ignore_index=True)\n",
    "    total = pd.Series(dict(id='total', parent='',\n",
    "                              value=df[value_column].sum(),\n",
    "                              color=df[color_columns[0]].sum() / df[color_columns[1]].sum()))\n",
    "    df_all_trees = df_all_trees.append(total, ignore_index=True)\n",
    "    return df_all_trees\n",
    "\n",
    "\n",
    "df_all_trees = build_hierarchical_dataframe(df, levels, value_column, color_columns)\n",
    "average_score = df['sales'].sum() / df['calls'].sum()\n",
    "\n",
    "fig = make_subplots(1, 2, specs=[[{\"type\": \"domain\"}, {\"type\": \"domain\"}]],)\n",
    "\n",
    "fig.add_trace(go.Icicle(\n",
    "    labels=df_all_trees['id'],\n",
    "    parents=df_all_trees['parent'],\n",
    "    values=df_all_trees['value'],\n",
    "    branchvalues='total',\n",
    "    marker=dict(\n",
    "        colors=df_all_trees['color'],\n",
    "        colorscale='RdBu',\n",
    "        cmid=average_score),\n",
    "    hovertemplate='<b>%{label} </b> <br> Sales: %{value}<br> Success rate: %{color:.2f}',\n",
    "    name=''\n",
    "    ), 1, 1)\n",
    "\n",
    "fig.add_trace(go.Icicle(\n",
    "    labels=df_all_trees['id'],\n",
    "    parents=df_all_trees['parent'],\n",
    "    values=df_all_trees['value'],\n",
    "    branchvalues='total',\n",
    "    marker=dict(\n",
    "        colors=df_all_trees['color'],\n",
    "        colorscale='RdBu',\n",
    "        cmid=average_score),\n",
    "    hovertemplate='<b>%{label} </b> <br> Sales: %{value}<br> Success rate: %{color:.2f}',\n",
    "    maxdepth=2\n",
    "    ), 1, 2)\n",
    "\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  }
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